Towards Experimental Handbooks in Catalysis

Author:

Trunschke AnnetteORCID,Bellini Giulia,Boniface Maxime,Carey Spencer J.,Dong Jinhu,Erdem Ezgi,Foppa LucasORCID,Frandsen Wiebke,Geske Michael,Ghiringhelli Luca M.ORCID,Girgsdies FrankORCID,Hanna Rania,Hashagen Maike,Hävecker Michael,Huff Gregory,Knop-Gericke Axel,Koch Gregor,Kraus Peter,Kröhnert Jutta,Kube Pierre,Lohr Stephen,Lunkenbein ThomasORCID,Masliuk Liudmyla,Naumann d’Alnoncourt Raoul,Omojola Toyin,Pratsch Christoph,Richter Sven,Rohner Christian,Rosowski Frank,Rüther Frederik,Scheffler Matthias,Schlögl Robert,Tarasov Andrey,Teschner DetreORCID,Timpe Olaf,Trunschke Philipp,Wang YuanqingORCID,Wrabetz Sabine

Abstract

AbstractThe “Seven Pillars” of oxidation catalysis proposed by Robert K. Grasselli represent an early example of phenomenological descriptors in the field of heterogeneous catalysis. Major advances in the theoretical description of catalytic reactions have been achieved in recent years and new catalysts are predicted today by using computational methods. To tackle the immense complexity of high-performance systems in reactions where selectivity is a major issue, analysis of scientific data by artificial intelligence and data science provides new opportunities for achieving improved understanding. Modern data analytics require data of highest quality and sufficient diversity. Existing data, however, frequently do not comply with these constraints. Therefore, new concepts of data generation and management are needed. Herein we present a basic approach in defining best practice procedures of measuring consistent data sets in heterogeneous catalysis using “handbooks”. Selective oxidation of short-chain alkanes over mixed metal oxide catalysts was selected as an example.

Funder

Deutsche Forschungsgemeinschaft

Fritz-Haber-Institute of the Max Planck Society

Publisher

Springer Science and Business Media LLC

Subject

General Chemistry,Catalysis

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